Checkered pictures confuse the model
Aloxaf opened this issue · comments
Example:
its tags
(0.981) 1girl
(0.999) !
(0.969) !!
(1.000) argyle
(1.000) argyle_background
(1.000) argyle_legwear
(0.634) ball
(0.674) bandaid
(0.595) bandaid_on_arm
(0.881) bat_print
(0.554) bathtub
(0.953) bishop_(chess)
(0.872) blonde_hair
(1.000) board_game
(0.664) body_writing
(1.000) checkerboard_cookie
(1.000) checkered
(1.000) checkered_background
(1.000) checkered_flag
(1.000) checkered_floor
(1.000) checkered_kimono
(1.000) checkered_legwear
(0.899) checkered_neckwear
(0.881) checkered_obi
(1.000) checkered_scarf
(1.000) checkered_shirt
(1.000) checkered_skirt
(0.633) cherry
(1.000) chess_piece
(0.935) clown
(0.959) club_(shape)
(0.789) cocktail_glass
(0.994) cookie
(0.999) copyright
(0.990) cow_print
(0.972) crystal
(1.000) diamond_(shape)
(0.730) dice
(1.000) flag
(0.976) floor
(0.984) gohei
(0.968) hairpods
(0.811) halftone_background
(1.000) holding_flag
(0.973) holding_umbrella
(0.890) jester_cap
(1.000) king_(chess)
(1.000) knight_(chess)
(0.643) leopard_tail
(0.956) on_floor
(0.902) one_eye_closed
(0.829) parasol
(1.000) perspective
(1.000) plaid_background
(0.997) plaid_legwear
(0.949) prison_clothes
(0.983) queen_(chess)
(1.000) race_queen
(0.769) red_dress
(0.933) red_eyes
(0.681) red_footwear
(0.556) red_nails
(0.664) red_umbrella
(0.994) reflection
(0.970) reflective_floor
(0.570) restroom
(1.000) rook_(chess)
(0.996) shide
(0.706) shimenawa
(0.573) shoes
(0.618) short_sleeves
(0.804) shower_(place)
(0.852) side_ponytail
(0.527) skull
(0.624) smile
(0.876) soccer
(1.000) soccer_ball
(0.944) solo
(0.910) spade_(shape)
(0.911) spoken_exclamation_mark
(0.737) sticker
(0.940) striped_tail
(1.000) telstar
(0.831) thighhighs
(0.898) tiger
(0.768) tiger_boy
(0.836) tiger_ears
(0.994) tiger_stripes
(0.999) tiger_tail
(1.000) tile_floor
(1.000) tile_wall
(1.000) tiles
(0.885) torn_clothes
(0.671) torn_dress
(0.963) torn_legwear
(0.730) torn_skirt
(0.992) trading_card
(0.998) umbrella
(1.000) vanishing_point
(0.578) wheel
(0.997) wings
(0.995) yagasuri
(0.995) black_rock_shooter_(character)
(0.926) female_saniwa_(touken_ranbu)
(1.000) flandre_scarlet
(0.996) himekaidou_hatate
(0.988) kamado_tanjirou
(0.998) motoori_kosuzu
(0.998) ouma_kokichi
(0.676) saniwa_(touken_ranbu)
(0.796) rating:safe
An extreme example:
its tags
(0.681) 0_0
(0.777) 1boy
(1.000) 1girl
(0.941) 2010
(1.000) 2021
(1.000) !
(1.000) !!
(0.995) +++
(0.502) :>
(0.732) =3
(0.995) ?
(0.978) adapted_turret
(0.693) after_anal
(0.522) after_vaginal
(0.996) afterimage
(0.531) akeome
(1.000) alice_(alice_in_wonderland)_(cosplay)
(0.795) america
(0.995) ammunition_belt
(0.989) anchor_hair_ornament
(0.690) anchor_print
(0.544) angel_wings
(0.966) animal_nose
(0.668) anime_coloring
(0.950) aqua_background
(0.697) aqua_theme
(1.000) argyle
(1.000) argyle_background
(1.000) argyle_legwear
(0.987) arm_cannon
(0.933) arm_grab
(0.907) arm_guards
(0.867) armband
(0.992) armchair
(0.581) back-seamed_legwear
(0.990) backlighting
(0.867) baggy_clothes
(1.000) ball
(0.954) bandeau
(0.635) bangs
(1.000) bat_print
(0.996) bathroom
(1.000) bathtub
(0.556) bent_over
(0.995) between_legs
(0.974) biceps
(0.813) big_belly
(0.699) bikini
(0.933) bikini_skirt
(1.000) bishop_(chess)
(0.690) black_cape
(1.000) blanket
(0.695) blindfold
(0.994) blue_eyeshadow
(1.000) blue_fire
(0.998) blue_hairband
(0.640) blue_theme
(0.830) blunt_bangs
(0.617) blush
(1.000) board_game
(0.583) book_stack
(0.998) bookshelf
(0.726) boots
(0.674) bow_panties
(0.507) bra
(0.925) bra_lift
(0.675) breast_bondage
(0.948) breast_lift
(0.992) breast_milk
(0.511) breasts
(0.590) brother_and_sister
(0.993) brown_hair
(0.688) bukkake
(0.991) bun_cover
(1.000) burger
(0.999) button_gap
(0.995) calico
(0.688) cameltoe
(0.722) cameo
(0.995) camera_phone
(0.996) camouflage_headwear
(1.000) camouflage_pants
(0.508) candy
(0.978) candy_cane
(0.981) candy_hair_ornament
(0.552) capelet
(1.000) card
(0.556) casual_one-piece_swimsuit
(0.610) cat_hat
(0.936) cat_teaser
(0.904) cephalopod_eyes
(0.986) chained
(0.972) chair
(0.880) champagne
(0.864) champion_uniform
(1.000) chandelier
(0.989) character_sheet
(1.000) checkerboard_cookie
(1.000) checkered
(1.000) checkered_background
(1.000) checkered_flag
(1.000) checkered_floor
(1.000) checkered_kimono
(1.000) checkered_legwear
(1.000) checkered_necktie
(1.000) checkered_neckwear
(1.000) checkered_obi
(1.000) checkered_scarf
(1.000) checkered_shirt
(1.000) checkered_skirt
(0.868) chef
(1.000) cherry
(0.998) cherry_blossoms
(1.000) chess_piece
(0.980) chibi
(0.997) chibi_inset
(1.000) chinese_zodiac
(0.875) cleavage
(0.954) clenched_hands
(0.821) clock
(0.589) clothed_male_nude_female
(0.908) clothed_sex
(0.764) clothes_tug
(0.529) clothes_writing
(0.553) clothing_cutout
(1.000) clown
(1.000) club_(shape)
(1.000) cocktail_glass
(0.947) collarbone
(0.514) color_connection
(1.000) color_guide
(0.741) colored_inner_hair
(0.999) colorful
(1.000) combat_boots
(0.999) company_name
(1.000) compass
(1.000) confetti
(1.000) cookie
(1.000) copyright
(0.999) corded_phone
(0.689) covered_nipples
(1.000) cow
(0.996) cow_ears
(1.000) cow_girl
(1.000) cow_print
(0.895) cowboy_shot
(0.936) creature
(0.981) crescent_moon
(0.943) cropped_jacket
(0.934) cropped_legs
(0.999) cross-laced_legwear
(0.999) crossed_legs
(1.000) crosswalk
(0.982) crotch
(0.999) crystal
(0.999) cube
(0.554) cutting_board
(0.693) dappled_sunlight
(0.973) dark
(0.944) dark-skinned_female
(1.000) deerstalker
(0.974) denim_skirt
(1.000) diamond_(shape)
(1.000) diamond_(symbol)
(1.000) dice
(1.000) different_reflection
(0.994) digital_dissolve
(0.964) drawstring
(0.995) dressing
(0.764) drink
(0.923) drunk
(0.983) duffel_coat
(1.000) elbow_rest
(0.959) expressions
(0.998) eyeball
(0.894) eyebrows_behind_hair
(0.924) eyeshadow
(0.586) eyewear_on_head
(0.925) facial_mark
(0.896) facial_tattoo
(0.993) fake_screenshot
(0.962) father_and_son
(0.707) female_orgasm
(0.998) fish
(1.000) flag
(0.973) flaming_eye
(1.000) floor
(0.983) flower-shaped_pupils
(0.811) foam
(0.909) folding_fan
(0.848) fox_shadow_puppet
(1.000) frilled_bikini
(0.989) frilled_bra
(0.948) fucked_silly
(0.784) fundoshi
(0.623) furrowed_brow
(1.000) gatling_gun
(0.768) gekkoukan_high_school_uniform
(0.561) girl_on_top
(1.000) goblet
(1.000) gohei
(0.964) grabbing
(1.000) green_hakama
(0.999) grey-framed_eyewear
(0.999) grey_sailor_collar
(0.667) hair_between_eyes
(0.989) hair_ornament
(0.571) hair_ribbon
(0.981) hair_spread_out
(1.000) hairpods
(0.630) hakama
(0.545) half-closed_eyes
(0.865) halftone
(1.000) halftone_background
(0.981) handjob
(0.950) happy
(0.650) hat
(0.663) hat_feather
(0.548) hat_ribbon
(0.750) have_to_pee
(0.972) head_back
(0.982) head_chain
(0.933) head_rest
(0.999) headphones
(0.812) heart_eyes
(0.999) heart_lock_(kantai_collection)
(0.934) heart_pasties
(0.954) heart_tattoo
(0.612) highleg_panties
(0.783) holding_card
(0.794) holding_dagger
(1.000) holding_flag
(0.943) holding_fork
(0.975) honeycomb_background
(1.000) houndstooth
(0.991) humanoid_robot
(0.957) indoors
(0.875) infinity
(1.000) jester_cap
(0.958) jewelry
(0.919) k/da_(league_of_legends)
(0.926) katana
(0.978) kerchief
(0.889) keyboard_(instrument)
(1.000) keystone
(0.973) kinchaku
(1.000) king_(chess)
(0.977) kitchen
(0.591) knees_to_chest
(0.567) knees_up
(1.000) knight_(chess)
(0.821) kouhaku_nawa
(0.999) large_bow
(0.512) latex_bodysuit
(0.978) leg_belt
(1.000) leopard_ears
(1.000) leopard_tail
(0.901) licking_nipple
(1.000) lifebuoy
(0.601) light_bulb
(0.861) light_particles
(0.999) limited_palette
(0.746) looking_to_the_side
(0.582) low_ponytail
(0.826) luggage
(0.987) lying
(0.999) machine_gun
(0.905) makeup
(0.703) map
(0.943) marker_(medium)
(0.953) mascara
(0.963) mascot
(0.850) mast
(0.997) mechanical_tail
(0.863) medium_breasts
(1.000) meiji_schoolgirl_uniform
(0.580) microskirt
(0.844) miniskirt
(0.999) mirror
(0.524) moon
(0.920) mop
(0.920) motion_blur
(0.975) motorcycle
(0.570) mouse_ears
(0.746) multicolored_background
(0.951) multicolored_bow
(0.807) multicolored_scarf
(0.732) multiple_piercings
(0.899) music
(0.782) musical_note
(0.939) navel_piercing
(0.946) necktie_grab
(0.897) neckwear_grab
(0.998) nejiri_hachimaki
(0.994) new_school_swimsuit
(0.949) new_year
(0.907) no_nose
(0.966) nose_piercing
(1.000) official_style
(0.950) on_back
(1.000) on_chair
(1.000) on_floor
(1.000) one-hour_drawing_challenge
(1.000) oonusa
(0.942) open_door
(0.616) oral_invitation
(0.801) orange_headwear
(0.991) orange_legwear
(0.974) orange_necktie
(0.998) over_shoulder
(0.949) overalls
(0.996) overcoat
(0.576) oversized_object
(0.929) page_number
(1.000) panda
(0.976) paper_airplane
(0.954) parody
(0.608) partially_visible_vulva
(1.000) pastel_colors
(0.558) person_on_head
(1.000) perspective
(0.999) petals
(1.000) picnic
(0.995) picnic_basket
(0.869) pillarboxed
(0.590) pink_leotard
(0.897) pink_neckerchief
(0.987) pipe
(1.000) pixel_art
(1.000) pixelated
(0.995) pixiv_id
(1.000) plaid_background
(1.000) plaid_legwear
(0.998) plaid_pants
(1.000) playboy_bunny
(1.000) playing_card
(0.864) playing_games
(0.960) playing_instrument
(0.980) pocky
(0.999) pointy_footwear
(1.000) poke_ball_symbol
(1.000) poker_chip
(1.000) pole_dancing
(0.636) polka_dot_headwear
(0.913) polka_dot_ribbon
(0.972) popped_collar
(1.000) pov_across_table
(0.998) power_symbol
(0.653) print_sarong
(1.000) prison_clothes
(0.674) product_placement
(0.992) purple_shorts
(1.000) queen_(chess)
(0.985) rabbit_ears
(0.982) raccoon_tail
(1.000) race_queen
(0.911) raimon_soccer_uniform
(1.000) rainbow_background
(0.945) reading
(0.665) red_choker
(0.764) red_coat
(0.638) red_eyes
(0.963) red_swimsuit
(1.000) reflection
(1.000) reflective_floor
(1.000) restaurant
(1.000) restroom
(1.000) reverse_cowgirl_position
(0.881) ribbed_sleeves
(1.000) rising_sun
(1.000) role_reversal
(1.000) rook_(chess)
(1.000) rope
(0.865) rubbing_eyes
(0.534) sailor_moon_redraw_challenge
(0.958) sandals_removed
(0.819) scar_on_forehead
(0.999) scowl
(0.961) scythe
(0.542) see-through_silhouette
(0.756) self_hug
(0.997) shell_casing
(1.000) shide
(1.000) shimenawa
(0.574) short_hair
(0.904) short_ponytail
(1.000) shower_(place)
(0.609) shushing
(1.000) side_braids
(0.994) sideways
(0.522) signature
(0.800) single_bare_shoulder
(1.000) skeleton
(1.000) sketchbook
(0.935) skull
(0.943) sleeve_cuffs
(0.944) smell
(0.737) smile
(1.000) soap_bottle
(1.000) soccer
(1.000) soccer_ball
(0.986) soccer_uniform
(0.989) solo
(1.000) spade_(shape)
(0.969) sparkle
(0.990) speaker
(0.651) splatter
(1.000) spoken_exclamation_mark
(0.972) spoken_sweatdrop
(0.655) spread_legs
(1.000) sticker
(0.988) straitjacket
(0.784) strapless_bikini
(0.999) striped_hoodie
(1.000) striped_scarf
(1.000) striped_tail
(0.999) stripper_pole
(0.999) sweater_vest
(0.981) sword_of_hisou
(0.928) table
(0.963) tablecloth
(1.000) teardrop
(0.649) teeth
(0.992) television
(1.000) telstar
(0.983) testicles
(1.000) tiger
(1.000) tiger_boy
(1.000) tiger_ears
(1.000) tiger_girl
(1.000) tiger_print
(1.000) tiger_stripes
(1.000) tiger_tail
(1.000) tile_floor
(1.000) tile_wall
(1.000) tiles
(0.874) tire
(0.729) toilet
(0.646) torn_cape
(0.748) torogao
(1.000) trading_card
(0.546) traditional_media
(0.992) traffic_cone
(0.957) tree
(0.905) trembling
(0.891) triforce
(0.981) two-tone_gloves
(0.745) two-tone_hair
(1.000) two-tone_legwear
(0.984) unmoving_pattern
(0.994) used_condom
(1.000) vanishing_point
(0.747) veins
(0.971) veiny_penis
(1.000) violin
(1.000) voyakiloid
(1.000) washing_machine
(0.995) water
(0.755) weibo_username
(0.633) wet_clothes
(0.998) wet_shirt
(1.000) wheel
(0.735) white_hairband
(0.708) white_headwear
(0.562) white_panties
(0.898) white_skin
(1.000) white_tiger
(0.928) widescreen
(1.000) window_shade
(0.822) wings
(1.000) yagasuri
(1.000) year_of_the_ox
(0.937) yellow_apron
(0.999) yellow_bodysuit
(0.587) yellow_hairband
(0.995) yellow_wings
(0.988) yin_yang
(1.000) yokozuwari
(0.599) zombie
(0.939) admiral_(kancolle)
(0.999) african_wild_dog_(kemono_friends)
(1.000) akemi_homura
(0.666) akiyama_yukari
(1.000) akuma_homura
(1.000) alice_(alice_in_wonderland)
(0.607) arch_bishop_(ragnarok_online)
(0.999) atago_(stunning_speedster)_(azur_lane)
(0.675) barnaby_brooks_jr.
(0.889) bb_(swimsuit_mooncancer)_(fate)
(1.000) black_rock_shooter_(character)
(0.637) bruno_buccellati
(1.000) caesar_anthonio_zeppeli
(0.672) celestia_ludenberg
(0.992) common_raccoon_(kemono_friends)
(1.000) dead_master
(0.808) doremy_sweet
(0.938) endou_mamoru
(0.788) failure_penguin
(0.991) fairy_(kancolle)
(1.000) female_saniwa_(touken_ranbu)
(0.918) fubuki_(kancolle)
(0.943) futatsuiwa_mamizou
(0.742) giorno_giovanna
(1.000) gotland_(kancolle)
(1.000) guido_mista
(1.000) himekaidou_hatate
(0.999) hinanawi_tenshi
(0.992) i-class_destroyer
(0.648) inaba_tewi
(0.782) iris_(pokemon)
(0.827) izayoi_sakuya
(0.659) jonathan_joestar
(1.000) joseph_joestar
(0.693) joseph_joestar_(old)
(0.953) joseph_joestar_(young)
(1.000) kamado_tanjirou
(0.624) kanzaki_ranko
(0.745) kazami_yuuka_(pc-98)
(0.913) keebo
(0.984) kijin_seija
(0.853) konno_junko
(0.721) leon_(pokemon)
(1.000) lum
(0.535) megurine_luka
(1.000) motoori_kosuzu
(0.995) nakano_azusa
(0.999) narukami_yuu
(0.981) nazrin
(1.000) nyarlathotep_(nyaruko-san)
(0.773) oozora_subaru
(1.000) ouma_kokichi
(0.615) piers_(pokemon)
(0.882) pramanix_(arknights)
(1.000) saniwa_(touken_ranbu)
(0.966) saria_(arknights)
(0.901) snivy
(1.000) strength_(black_rock_shooter)
(0.675) tippy_(gochiusa)
(0.978) tsuchinoko_(kemono_friends)
(0.798) watanabe_you
(1.000) white_rabbit_(alice_in_wonderland)
(0.999) yowane_haku
Thanks for reporting. I found that latest model has some issues when estimating repeated patterns (like checker, polka dots). I will change loss function to focal loss for the next model (although I'm not sure the issue will be solved).
Thanks for the great proejct :)